The MEA data obtained from videos of therapy sessions is analysed. All 14 videos correspond to the first session with a different patient. In each case, six regions of interest (ROI) are considered, three for each subject (patient and therapist): head, torso and legs. The exploratory analysis is done in two parts:

  1. In the first part, each video is partitioned into 5 minutes segments. Lagged correlations (for five seconds in each direction) are performed in order to detect in which of these segments there exists a high correlation (either positive or negative) between the movements of therapist and patient, for the same ROI.

  2. In the second part, the videos are partitioned into much shorter periods (30 seconds). The ones with high movement of both subjects and the same ROI are registered. Cross correlations are performed and visualized for those registered periods.

First part.

Basic information of the 19 videos is registered in table logbook. Here we show the top entries of this table.

file sampling_rate patient date inicial_cut final_cut total_span_min trimmed_span_min InterviewType sex classification name therapist DX
Vid0 30 1 24/04/2012 13 0 40.05 40.05 E H T Enrique:TLP/TNP Iván Longitud/A
Vid12 30 71 23/01/2014 9 0 22.07 22.07 N M T Iraní:TLP Iván B
Vid13 30 134 02/09/2014 8 0 37.02 37.02 N M T Solverg:TLP/TNP Iván B
Vid14 30 870 20/10/2015 10 0 40.01 40.00 S M C Yanelle:control Iván C
Vid15 30 160 19/08/2015 8 0 43.78 43.77 S M C Mujer:control Iván C

The list completa contains the data for each of the videos listed in logbook. As an example, completa[[‘Vid12’]] is a data set with observations. At a sampling rate of 30 frames per second, this corresponds to minutes for the video Vid12. Its first entries are shown below.

Top entries for Vid12 raw data.
tiempo head_patient torso_patient legs_patient head_therapist torso_therapist legs_therapist
271 271 0 0 0 37 166 0
272 272 0 0 0 31 66 0
273 273 0 0 0 1 10 0
274 274 0 0 0 0 3 0
275 275 0 0 0 2 7 53
276 276 0 0 0 60 1 0

The code below generates the database selected_lapses. This contains information on segments where high correlation (with time lags) between the movements of the subjects is detected. Each of the videos in logbook is partiotioned in 5 minutes segments. For each segment and roi, cross correlations (wuth 3 seconds max-lags in both directions) between therapist and subject movements are performed; the maximum and the mean values for the correlations for all the lags are recorded; if either the max>0.7 or mean>0.3 the segment is added to the list. If the maximum correlation corresponds to lag 0, the segment is discarded (simultaneous movement), since the correlation in this case is most likely due to external noise.

selected_lapses<-data.frame(matrix(ncol = 12,nrow = 0))

for (video in names(completa)){
  temp <- crear_lista(partition_data(completa[[video]]),
                      nombre = video,umbral_max = 0.7,umbral_mean = 0.5,
                      segundos = 60*minutes_particion)
  names(selected_lapses)<-names(temp)
  selected_lapses<-rbind(selected_lapses,temp)
}

selected_lapses<-cbind(id=1:dim(selected_lapses)[1],selected_lapses)
selected_lapses<-filter(selected_lapses,abs(lag_spearman_max)>0.025)

write.csv(selected_lapses,"selected_lapses.csv",row.names = FALSE)
Three minute segments with high correlation. Lags are shown in seconds, with positive values corresponding to lags where the therapist leads.
id video zone num_period start end spearman_max lag_spearman_max spearman_min lag_spearman_min sex type
1 Vid14 torso 7 30.2 35.2 -0.4817490 -5.0 -0.5468570 1.93 M C
2 Vid22 torso 3 10.1 15.1 -0.5002888 -5.0 -0.6430308 2.63 M C
5 Vid23 head 6 25.2 30.2 0.7083630 0.2 0.2712255 -4.97 M T
6 Vid23 head 7 30.2 35.2 0.7669631 0.1 0.4135257 -5.00 M T

We include two functions functions comparativa_visual and corr_cruzadas for visualizing the data of the segments with high correlation. The fundamental input for both functions is the number in the id column of selected_lapses.

## function (id, min_ini = 0, min_fin = 100, que_lista = selected_lapses) 
## {
##     temp <- corta_lista(id, ls = que_lista)[[1]]
##     temp2 <- corta_lista(id, ls = que_lista)
##     g <- ggplot() + geom_line(data = filter(temp, tiempo > min_ini, 
##         tiempo < min_fin), aes(tiempo, suave_patient), color = "blue", 
##         size = 0.5) + geom_line(data = filter(temp, tiempo > 
##         min_ini, tiempo < min_fin), aes(tiempo, suave_therapist), 
##         color = "brown", size = 0.5) + ggtitle(temp2[["video"]]) + 
##         xlab("minute in video") + ylab("Blue: patient. Red: therapist.")
##     show(g)
##     return(g)
## }
## function (id, que_lista = selected_lapses) 
## {
##     temp <- corta_lista(id, ls = que_lista)[[1]]
##     cecefe <- ccf(rank(temp$suave_patient), rank(temp$suave_therapist), 
##         plot = FALSE, lag.max = 150)
##     aux <- data.frame(segundos = cecefe$lag[, 1, 1]/30, correlacion = cecefe$acf[, 
##         1, 1])
##     temp2 <- corta_lista(id, ls = que_lista)
##     g <- ggplot(aux, aes(segundos, correlacion)) + geom_col(color = "orange", 
##         fill = "purple") + ggtitle(paste(temp2[["video"]], temp2[["minutes"]], 
##         sep = "                 ")) + xlab("patient leads      <--   lag in seconds   -->  therapist leads") + 
##         ylab("cross correlation")
##     show(g)
##     return(g)
## }

The function comparativa_visual returns a plot that shows the movement of both therapist and patient for the corresponding segment and roi. The data is smoothed by teking the average movements in 1 second windows. We generate below the plots generated by this function for all the 4 segments with high correlation.

## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.

The function corr_cruzadas shows the cross correlation between movements of both subjects at lags of up to 3 seconds (in both directions). The plots are generated below.

With the function comparativa_visual we can zoom in to look into shorter periods of time. As an example, we generate the plot of the first segment (id=1) from minute 32.1 to minute 32.9:

comparativa_visual(id=1,min_ini = 32.1,min_fin = 32.9)

Part 2: exploring short lapses with high movement.

Videos are partitioned into 30 second segments. The mean amounts of movement for each roi are calculated (as recorded by the MEA software). If the means of both the therapist and patient are in the top 50 quantile, the corresponding data for that roi and time is registered in the list lista_mov_altos.

Below, we show the database lista_mov_altos containing 884 segments having high mobility for both subjects. Cross correlations were evaluated and registered for each of these segments. To determine which subject is leading, the sign og the lag with maximum correlation is considered (positive when therapist leads).

id video zone num_period start end mov_patient mov_therapist mov_medio spearman_max lag_spearman_max spearman_min lag_spearman_min lidera sex type se_mueve_mas
1 Vid0 head 6 2.7 3.2 686.4199630 140.280074 413.350018 0.3662534 -4.60 -0.4565995 4.77 therapist H T patient
2 Vid0 head 15 7.2 7.7 615.9965556 307.454556 461.725556 0.0406654 5.00 -0.6091974 -0.63 patient H T patient
3 Vid0 head 18 8.7 9.2 944.5618148 118.374185 531.468000 0.0900868 3.57 -0.3361703 1.77 therapist H T patient
4 Vid0 head 19 9.2 9.7 839.2965926 88.683407 463.990000 0.1538465 4.40 -0.2030311 -5.00 patient H T patient
5 Vid0 head 28 13.7 14.2 803.9494074 184.009148 493.979278 0.1307634 5.00 -0.6135124 -0.33 patient H T patient
6 Vid0 head 31 15.2 15.7 2363.3188519 114.599667 1238.959259 0.0841102 2.37 -0.2015078 0.67 therapist H T patient
7 Vid0 head 35 17.2 17.7 1297.8551481 332.246778 815.050963 0.2539421 3.87 -0.5266163 -0.23 patient H T patient
8 Vid0 head 39 19.2 19.7 837.7460741 105.860444 471.803259 -0.0149381 -1.57 -0.3991757 4.27 therapist H T patient
9 Vid0 head 44 21.7 22.2 1119.5509630 115.686963 617.618963 0.2970029 3.67 -0.4475045 -3.07 patient H T patient
10 Vid0 head 45 22.2 22.7 1550.8191481 134.217667 842.518407 0.2728100 -0.73 -0.1548813 2.40 patient H T patient
11 Vid0 head 49 24.2 24.7 745.1992222 95.840444 420.519833 0.5724922 -3.53 -0.2927766 1.43 patient H T patient
12 Vid0 head 53 26.2 26.7 636.4958148 172.714852 404.605333 0.0204125 4.97 -0.6160770 0.00 - H T patient
13 Vid0 head 58 28.7 29.2 2036.8990741 169.035556 1102.967315 0.0686692 -5.00 -0.4329164 -1.70 patient H T patient
14 Vid0 head 61 30.2 30.7 865.0421481 128.239926 496.641037 0.0990712 -1.80 -0.3545043 4.60 therapist H T patient
15 Vid0 head 73 36.2 36.7 775.6214074 215.152481 495.386944 0.2040869 4.27 -0.4385586 0.50 therapist H T patient
16 Vid0 head 74 36.7 37.2 607.8976296 243.341852 425.619741 -0.1337355 3.80 -0.4517578 0.17 therapist H T patient
17 Vid0 head 75 37.2 37.7 922.8894444 280.283074 601.586259 0.2051848 -4.13 -0.3767707 0.83 therapist H T patient
18 Vid0 head 76 37.7 38.2 1192.5166296 327.396963 759.956796 0.0975332 4.50 -0.4404896 -5.00 patient H T patient
19 Vid0 torso 22 10.7 11.2 1781.3069259 245.089333 1013.198130 0.3306376 -0.37 -0.1403367 -4.33 patient H T patient
20 Vid0 torso 23 11.2 11.7 2507.5134815 503.689667 1505.601574 0.3571204 0.13 -0.1231833 -4.23 therapist H T patient
21 Vid0 torso 26 12.7 13.2 1020.0899259 259.069481 639.579704 0.4794751 4.80 0.0378999 0.73 therapist H T patient
22 Vid0 torso 29 14.2 14.7 1060.9395926 309.478519 685.209056 0.4241740 -3.17 -0.2065033 2.77 patient H T patient
23 Vid0 torso 30 14.7 15.2 2768.1181111 377.803444 1572.960778 0.4198025 -1.73 -0.0787314 1.57 patient H T patient
24 Vid0 torso 33 16.2 16.7 1519.7078519 227.549296 873.628574 0.5605166 -4.17 -0.1794542 3.80 patient H T patient
25 Vid0 torso 35 17.2 17.7 2193.3748889 355.371963 1274.373426 0.4793725 3.67 -0.4592373 -0.47 therapist H T patient
26 Vid0 torso 40 19.7 20.2 1130.5374444 275.919111 703.228278 0.2383100 -3.57 -0.1710060 0.27 patient H T patient
27 Vid0 torso 45 22.2 22.7 1766.6842963 291.907111 1029.295704 0.4149469 5.00 -0.1565457 2.47 therapist H T patient
28 Vid0 torso 48 23.7 24.2 1499.0432593 204.408000 851.725630 0.1990035 -1.60 -0.1422957 -5.00 patient H T patient
29 Vid0 torso 49 24.2 24.7 1508.4936667 395.034889 951.764278 0.1495820 -4.70 -0.2205527 -0.70 patient H T patient
30 Vid0 torso 53 26.2 26.7 1553.8402593 497.098926 1025.469593 -0.0289739 -5.00 -0.7248841 0.53 therapist H T patient
31 Vid0 torso 54 26.7 27.2 1115.7888519 352.418000 734.103426 0.2806914 1.87 -0.4065545 -5.00 patient H T patient
32 Vid0 torso 57 28.2 28.7 1566.3151111 188.557444 877.436278 -0.1361543 -3.87 -0.6684430 1.50 therapist H T patient
33 Vid0 torso 58 28.7 29.2 2315.9945185 644.852037 1480.423278 0.1914888 -5.00 -0.4683496 -2.17 patient H T patient
34 Vid0 torso 75 37.2 37.7 972.6537037 413.574037 693.113870 0.0233101 -4.80 -0.6107875 1.47 therapist H T patient
35 Vid0 legs 22 10.7 11.2 375.9472963 543.710111 459.828704 0.2293728 -0.43 -0.2302998 -4.37 patient H T therapist
36 Vid0 legs 23 11.2 11.7 608.0016667 1116.650778 862.326222 0.3800370 -1.27 -0.2839359 3.13 patient H T therapist
37 Vid0 legs 24 11.7 12.2 535.2855185 283.719593 409.502556 0.3843822 -2.67 -0.0591608 3.53 patient H T patient
38 Vid0 legs 25 12.2 12.7 390.6065556 760.837444 575.722000 0.0362468 5.00 -0.5817352 1.30 therapist H T therapist
39 Vid0 legs 26 12.7 13.2 331.8134444 273.470519 302.641981 0.5342210 3.43 0.2679542 0.97 therapist H T patient
40 Vid0 legs 30 14.7 15.2 436.6283333 712.124296 574.376315 0.4526935 -2.33 0.1143648 1.40 patient H T therapist
41 Vid0 legs 33 16.2 16.7 170.5921852 228.758296 199.675241 0.5393016 -2.73 -0.1219329 3.33 patient H T therapist
42 Vid0 legs 38 18.7 19.2 329.6619259 233.081593 281.371759 0.0134427 0.60 -0.2021997 4.97 therapist H T patient
43 Vid0 legs 48 23.7 24.2 277.7230741 288.311296 283.017185 0.2260703 -2.73 -0.2097306 2.43 patient H T -
44 Vid0 legs 49 24.2 24.7 347.0890741 340.215815 343.652444 0.4015544 3.00 -0.4488958 -0.57 patient H T -
45 Vid0 legs 51 25.2 25.7 264.7055185 293.038444 278.871982 0.4520839 5.00 -0.1452641 0.27 therapist H T -
46 Vid0 legs 54 26.7 27.2 226.9324074 332.235000 279.583704 0.2150569 2.07 -0.3161755 -5.00 patient H T therapist
47 Vid0 legs 55 27.2 27.7 161.9559630 334.516704 248.236333 0.0041209 -4.93 -0.5739874 5.00 therapist H T therapist
48 Vid0 legs 57 28.2 28.7 278.0674074 272.110185 275.088796 0.0922506 -5.00 -0.6527049 2.23 therapist H T -
49 Vid0 legs 58 28.7 29.2 413.7898519 458.010630 435.900241 0.1440257 -5.00 -0.3973248 -0.17 patient H T -
50 Vid0 legs 64 31.7 32.2 293.6328889 506.628370 400.130630 0.5775802 1.37 0.1232392 -1.97 therapist H T therapist
51 Vid12 head 1 0.2 0.7 46.0128889 62.429556 54.221222 0.2300038 -1.63 -0.3521288 0.83 therapist M T therapist
52 Vid12 head 18 8.7 9.2 340.8235556 800.221815 570.522685 0.4400765 -5.00 -0.1538049 2.17 patient M T therapist
53 Vid12 head 20 9.7 10.2 96.2663333 443.135741 269.701037 0.5899977 2.73 -0.3947963 -5.00 therapist M T therapist
54 Vid12 head 26 12.7 13.2 120.2448889 625.914222 373.079556 -0.0046764 2.33 -0.4925428 -1.03 patient M T therapist
55 Vid12 head 30 14.7 15.2 88.1076667 167.811407 127.959537 0.1011568 2.43 -0.3131106 -1.13 patient M T therapist
56 Vid12 head 33 16.2 16.6 66.3390741 365.640556 215.989815 0.2028604 4.83 -0.4218178 -5.00 patient M T therapist
57 Vid12 head 34 16.7 17.1 61.2366667 161.545407 111.391037 0.1819295 5.00 -0.3538767 2.60 therapist M T therapist
58 Vid12 head 36 17.7 18.1 40.7048148 74.693407 57.699111 -0.1232606 3.33 -0.4626355 -1.03 patient M T therapist
59 Vid12 head 37 18.2 18.6 108.6286296 188.052407 148.340519 0.5559584 -0.47 0.0044762 3.40 patient M T therapist
60 Vid12 torso 14 6.7 7.2 1.7734444 358.397370 180.085407 0.3090221 5.00 -0.2562361 -1.27 therapist M T therapist
61 Vid12 torso 15 7.2 7.7 0.8166667 371.194074 186.005370 0.4409101 -1.83 0.0002887 3.00 patient M T therapist
62 Vid12 torso 18 8.7 9.2 320.9877778 2464.706148 1392.846963 0.3517611 -4.73 -0.0250176 2.57 patient M T therapist
63 Vid12 torso 20 9.7 10.2 6.1234815 888.908000 447.515741 0.5322464 5.00 -0.2055376 -5.00 therapist M T therapist
64 Vid12 torso 26 12.7 13.2 2.2633333 988.699630 495.481481 0.1955578 -5.00 -0.6113441 -0.03 - M T therapist
65 Vid12 torso 30 14.7 15.2 5.5341481 421.406037 213.470093 0.2378731 2.93 -0.3924900 -3.17 patient M T therapist
66 Vid12 torso 34 16.7 17.1 9.9744444 409.534778 209.754611 0.1788552 5.00 -0.4428601 -5.00 patient M T therapist
67 Vid12 torso 36 17.7 18.1 2.5555556 332.735741 167.645648 0.1740504 0.90 -0.4614949 -3.90 patient M T therapist
68 Vid12 torso 37 18.2 18.6 8.2277778 925.241222 466.734500 0.3323226 3.63 -0.4131699 -5.00 patient M T therapist
69 Vid12 torso 41 20.2 20.6 0.9211111 990.081111 495.501111 0.1831136 4.20 -0.2593040 -5.00 patient M T therapist
70 Vid12 legs 2 0.7 1.1 15.2748519 496.819333 256.047093 0.5184700 0.23 -0.2939048 -4.80 therapist M T therapist
71 Vid12 legs 15 7.2 7.7 7.7171481 41.441111 24.579130 0.4400608 4.33 -0.1423323 -1.97 therapist M T therapist
72 Vid12 legs 18 8.7 9.2 124.9799259 1090.034037 607.506982 0.4405708 -4.63 -0.0674658 2.83 patient M T therapist
73 Vid12 legs 22 10.7 11.2 7.8725185 62.274889 35.073704 0.1441920 -0.37 -0.4959877 4.87 therapist M T therapist
74 Vid12 legs 25 12.2 12.7 15.2701481 84.261370 49.765759 0.1595617 3.17 -0.4700967 -2.27 patient M T therapist
75 Vid12 legs 30 14.7 15.2 10.8367037 191.916037 101.376370 0.4240094 1.97 -0.2931375 -3.67 therapist M T therapist
76 Vid12 legs 32 15.7 16.1 14.0097037 522.104815 268.057259 0.1789326 3.37 -0.1439088 -2.17 therapist M T therapist
77 Vid12 legs 37 18.2 18.6 24.2930741 137.466667 80.879870 0.7838769 0.67 0.1411525 -5.00 therapist M T therapist
78 Vid13 head 11 5.1 5.6 261.9122963 565.772259 413.842278 0.3710759 3.60 -0.3776579 -2.57 patient M T therapist
79 Vid13 head 19 9.1 9.6 387.0541852 278.519259 332.786722 0.1583350 2.60 -0.1954282 -1.97 patient M T patient
80 Vid13 head 32 15.6 16.1 395.3665556 857.440815 626.403685 0.4370837 -4.77 -0.2959015 1.33 patient M T therapist
81 Vid13 head 44 21.6 22.1 482.6377407 151.734741 317.186241 0.3417806 5.00 -0.0776991 0.10 therapist M T patient
82 Vid13 head 45 22.1 22.6 756.7299259 191.992370 474.361148 0.4373760 5.00 -0.0066648 -5.00 therapist M T patient
83 Vid13 head 48 23.6 24.1 985.3780741 157.310593 571.344333 0.2433915 2.83 -0.2661014 -3.90 patient M T patient
84 Vid13 head 49 24.1 24.6 523.9215556 954.166889 739.044222 0.6283743 -1.67 -0.0485313 -5.00 patient M T therapist
85 Vid13 head 50 24.6 25.1 686.6284074 381.620593 534.124500 0.5098080 3.03 -0.5429019 -3.33 patient M T patient
86 Vid13 head 51 25.1 25.6 439.2947037 120.412778 279.853741 0.3794879 -0.80 -0.2259002 3.97 patient M T patient
87 Vid13 head 53 26.1 26.6 309.4664444 1050.651630 680.059037 -0.0940366 -4.70 -0.5071124 3.77 therapist M T therapist
88 Vid13 head 59 29.1 29.6 454.8356296 152.010296 303.422963 0.3371220 2.93 -0.1691990 -4.83 therapist M T patient
89 Vid13 head 60 29.6 30.1 336.7667037 277.538074 307.152389 0.3006635 -2.50 -0.2732497 0.77 patient M T patient
90 Vid13 head 63 31.1 31.6 249.9235185 761.230630 505.577074 0.5255779 5.00 -0.3681299 -0.80 therapist M T therapist
91 Vid13 head 71 35.1 35.6 302.4266667 223.640852 263.033759 0.4102939 -3.63 -0.2553675 0.97 patient M T patient
92 Vid13 torso 10 4.6 5.1 599.1977037 248.034370 423.616037 0.2759913 -4.67 -0.0903117 2.20 patient M T patient
93 Vid13 torso 11 5.1 5.6 660.0547037 1569.607630 1114.831167 0.4524641 4.60 -0.4381613 -3.80 therapist M T therapist
94 Vid13 torso 16 7.6 8.1 848.4194444 534.216704 691.318074 0.1797646 -5.00 -0.2070392 5.00 therapist M T patient
95 Vid13 torso 27 13.1 13.6 923.2403704 147.274037 535.257204 0.4186840 -4.73 -0.1236877 0.47 patient M T patient
96 Vid13 torso 32 15.6 16.1 936.4584815 1496.023000 1216.240741 -0.1255075 -3.83 -0.4440629 -1.77 patient M T therapist
97 Vid13 torso 33 16.1 16.6 514.0840741 415.483704 464.783889 0.6612846 2.50 -0.0710969 -5.00 therapist M T patient
98 Vid13 torso 40 19.6 20.1 378.5926667 1004.897370 691.745019 0.5015464 -4.50 -0.3343860 2.03 patient M T therapist
99 Vid13 torso 41 20.1 20.6 566.4460370 1364.098296 965.272167 0.2075263 -4.93 -0.3142328 3.00 therapist M T therapist
100 Vid13 torso 44 21.6 22.1 714.0878519 684.178259 699.133056 0.3637908 -1.43 -0.4429283 5.00 therapist M T -
101 Vid13 torso 45 22.1 22.6 472.8751852 981.205630 727.040407 0.1704541 -1.60 -0.3214655 3.87 therapist M T therapist
102 Vid13 torso 48 23.6 24.1 424.5036667 175.687519 300.095593 0.2938892 4.30 -0.3465994 -4.70 patient M T patient
103 Vid13 torso 52 25.6 26.1 563.6870741 306.028037 434.857556 0.3458331 0.83 -0.3205007 -4.33 therapist M T patient
104 Vid13 torso 56 27.6 28.1 378.0585926 525.396185 451.727389 -0.2201436 3.47 -0.5919735 0.00 - M T therapist
105 Vid13 torso 62 30.6 31.1 414.1849630 162.386630 288.285796 0.2315256 -5.00 -0.2593569 4.07 therapist M T patient
106 Vid13 torso 63 31.1 31.6 466.4118889 1263.534556 864.973222 0.4360671 3.27 -0.2473951 0.00 therapist M T therapist
107 Vid13 torso 65 32.1 32.6 436.2532222 1008.706259 722.479741 0.1553360 -4.93 -0.4170829 5.00 therapist M T therapist
108 Vid13 torso 71 35.1 35.6 857.7250741 810.201889 833.963481 0.1331280 5.00 -0.1639966 3.63 therapist M T -
109 Vid13 torso 72 35.6 36.1 614.2403704 142.263704 378.252037 0.4849478 5.00 -0.1699308 -5.00 therapist M T patient
110 Vid13 legs 1 0.1 0.6 7.3422593 65.824852 36.583556 -0.1828231 5.00 -0.3451694 1.13 therapist M T therapist
111 Vid13 legs 11 5.1 5.6 7.1933333 656.681037 331.937185 0.1949875 4.83 -0.5596368 -2.30 patient M T therapist
112 Vid13 legs 15 7.1 7.6 3.9247407 244.044741 123.984741 0.1811326 -0.20 -0.2947091 4.43 therapist M T therapist
113 Vid13 legs 16 7.6 8.1 3.3587037 72.579556 37.969130 0.3402429 -4.73 -0.1213844 5.00 patient M T therapist
114 Vid13 legs 26 12.6 13.1 225.8882963 106.621000 166.254648 0.5696387 0.57 -0.2053297 -5.00 therapist M T patient
115 Vid13 legs 32 15.6 16.1 140.7474444 698.465148 419.606296 -0.0546641 5.00 -0.3760175 0.73 therapist M T therapist
116 Vid13 legs 39 19.1 19.6 1.7076296 855.096593 428.402111 0.3341087 -4.70 0.0001357 -2.77 patient M T therapist
117 Vid13 legs 41 20.1 20.6 338.4622222 106.437185 222.449704 0.4730267 -1.80 -0.3364897 3.50 patient M T patient
118 Vid13 legs 49 24.1 24.6 7.1319259 888.862222 447.997074 0.1952205 -4.67 -0.2648584 2.53 therapist M T therapist
119 Vid13 legs 50 24.6 25.1 1.5613704 74.968037 38.264704 0.2257865 1.33 -0.3352490 -4.00 patient M T therapist
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757 Vid27 legs 65 32.8 33.2 267.3887778 67.765667 167.577222 0.3493454 5.00 -0.4315629 -4.97 patient H T patient
758 Vid27 legs 66 33.3 33.8 25.6824444 64.921815 45.302130 0.3170645 -4.10 -0.4877684 1.93 therapist H T therapist
759 Vid27 legs 67 33.8 34.2 492.4403333 126.556407 309.498370 0.2506984 -1.17 -0.2050679 4.97 patient H T patient
760 Vid27 legs 68 34.3 34.8 56.9820741 21.099333 39.040704 0.2977210 -5.00 -0.1218491 1.23 patient H T patient
761 Vid27 legs 70 35.3 35.8 30.1625185 36.312148 33.237333 0.2350654 -2.63 -0.1850887 1.27 patient H T therapist
762 Vid27 legs 84 42.3 42.8 481.2394074 57.727704 269.483556 0.3568961 -3.30 -0.5602456 2.03 therapist H T patient
763 Vid27 legs 85 42.8 43.2 33.3441111 48.934148 41.139130 0.2864913 0.53 0.0174276 -4.97 therapist H T therapist
764 Vid27 legs 86 43.3 43.8 29.6265556 117.394926 73.510741 0.3502428 -5.00 -0.2227230 -1.77 patient H T therapist
765 Vid27 legs 88 44.3 44.8 26.7658148 60.527185 43.646500 0.4388509 1.03 -0.1988042 -4.43 therapist H T therapist
766 Vid27 legs 89 44.8 45.2 19.6450370 56.726963 38.186000 0.3003993 2.90 -0.1794974 -4.40 therapist H T therapist
767 Vid27 legs 92 46.3 46.8 109.9149630 26.295370 68.105167 0.3078055 -5.00 -0.0536498 -1.37 patient H T patient
768 Vid27 legs 94 47.3 47.8 185.3839259 94.347222 139.865574 0.1036494 4.60 -0.3103651 2.07 therapist H T patient
769 Vid28 head 9 4.4 4.9 42.1477037 42.768741 42.458222 0.1039172 -2.80 -0.6403316 3.00 therapist M T -
770 Vid28 head 13 6.4 6.9 27.5380741 45.737259 36.637667 0.4125555 -3.63 -0.2261608 4.23 patient M T therapist
771 Vid28 head 15 7.4 7.9 23.3761852 55.373667 39.374926 -0.0071167 3.27 -0.4914794 -1.80 patient M T therapist
772 Vid28 head 17 8.4 8.9 18.4122593 99.024926 58.718593 -0.3089450 -5.00 -0.7667483 1.27 therapist M T therapist
773 Vid28 head 19 9.4 9.9 12.7100370 133.352148 73.031093 0.0802200 -3.33 -0.4303371 1.67 therapist M T therapist
774 Vid28 head 21 10.4 10.9 16.9623704 50.622370 33.792370 0.0253476 1.80 -0.2719417 -3.60 patient M T therapist
775 Vid28 head 23 11.4 11.9 28.1254444 41.060593 34.593018 0.3857099 -4.57 -0.7730539 0.07 - M T therapist
776 Vid28 head 27 13.4 13.9 29.7303333 162.970667 96.350500 0.3342781 1.37 -0.4616978 -5.00 patient M T therapist
777 Vid28 head 29 14.4 14.9 19.2720741 106.650889 62.961481 0.4585894 1.37 -0.0780225 -5.00 therapist M T therapist
778 Vid28 head 30 14.9 15.4 11.4564074 149.272704 80.364556 0.0502517 -3.93 -0.3591757 5.00 therapist M T therapist
779 Vid28 head 31 15.4 15.9 22.7652963 60.095370 41.430333 0.1985007 -0.80 -0.4223390 3.23 therapist M T therapist
780 Vid28 head 35 17.4 17.9 30.7084444 52.597556 41.653000 0.3095230 2.13 -0.3235211 -5.00 patient M T therapist
781 Vid28 head 36 17.9 18.4 18.4221111 52.274926 35.348518 0.1099834 -1.67 -0.3217828 4.33 therapist M T therapist
782 Vid28 head 37 18.4 18.9 137.2610000 73.038222 105.149611 0.0369111 -5.00 -0.3401541 0.03 - M T patient
783 Vid28 head 38 18.9 19.4 28.6929259 55.813407 42.253167 0.4399127 -2.63 -0.0925951 0.10 patient M T therapist
784 Vid28 head 41 20.4 20.9 24.4552963 56.859556 40.657426 0.0796916 3.83 -0.5187373 -1.67 patient M T therapist
785 Vid28 head 50 24.9 25.4 36.6645185 58.845556 47.755037 0.3942060 4.00 -0.3304095 -2.37 therapist M T therapist
786 Vid28 head 55 27.4 27.9 15.3010000 62.157704 38.729352 0.0979130 -5.00 -0.5183217 2.50 therapist M T therapist
787 Vid28 head 62 30.9 31.4 19.6394074 63.757333 41.698370 0.2204684 -1.40 -0.3189925 5.00 therapist M T therapist
788 Vid28 head 77 38.4 38.9 15.7350000 57.940481 36.837741 0.2289840 -1.00 0.0634670 -2.60 patient M T therapist
789 Vid28 head 89 44.4 44.9 22.1006667 76.409074 49.254870 0.1664453 -1.47 -0.2707270 -3.90 patient M T therapist
790 Vid28 head 92 45.9 46.4 17.3725926 89.336185 53.354389 -0.0373005 2.40 -0.3978271 -1.77 patient M T therapist
791 Vid28 torso 17 8.4 8.9 144.9843704 98.334481 121.659426 -0.1080975 -5.00 -0.4688679 0.30 therapist M T patient
792 Vid28 torso 19 9.4 9.9 148.5942222 298.376741 223.485481 0.2373505 5.00 -0.2020261 2.83 therapist M T therapist
793 Vid28 torso 27 13.4 13.9 161.2650741 239.207222 200.236148 0.0785558 0.90 -0.4398253 -4.30 patient M T therapist
794 Vid28 torso 29 14.4 14.9 103.4410741 184.168556 143.804815 0.4458856 1.73 -0.3998536 -3.23 therapist M T therapist
795 Vid28 torso 36 17.9 18.4 86.8771481 87.942852 87.410000 0.1771638 -4.10 -0.5335424 4.13 therapist M T -
796 Vid28 torso 37 18.4 18.9 790.9863704 205.259185 498.122778 -0.0843128 5.00 -0.4543285 -2.60 patient M T patient
797 Vid28 torso 38 18.9 19.4 404.4345926 68.615444 236.525018 0.1528649 -2.00 -0.0602386 -3.63 patient M T patient
798 Vid28 torso 40 19.9 20.4 154.8684074 127.908148 141.388278 0.3869243 -2.93 -0.0258720 3.00 patient M T patient
799 Vid28 torso 43 21.4 21.9 78.4384815 147.022518 112.730500 0.1262797 -3.23 -0.4658451 2.03 therapist M T therapist
800 Vid28 torso 44 21.9 22.4 138.3644444 196.174556 167.269500 0.3427365 4.40 -0.3731873 -0.50 patient M T therapist
801 Vid28 torso 50 24.9 25.4 225.9212593 67.140370 146.530815 0.4101275 5.00 -0.2976304 -5.00 therapist M T patient
802 Vid28 torso 58 28.9 29.4 96.8646667 65.991111 81.427889 0.0351322 -5.00 -0.7187144 0.57 therapist M T patient
803 Vid28 torso 60 29.9 30.4 115.2648889 125.837185 120.551037 0.3082655 1.47 -0.1781409 -5.00 therapist M T -
804 Vid28 torso 62 30.9 31.4 76.0661481 126.605333 101.335741 0.4174609 3.97 -0.2968778 -4.13 therapist M T therapist
805 Vid28 torso 63 31.4 31.9 165.4854815 108.391815 136.938648 0.0053003 1.03 -0.4328639 -5.00 patient M T patient
806 Vid28 torso 77 38.4 38.9 87.8329630 71.297185 79.565074 0.2634115 -1.60 -0.1137747 3.33 patient M T patient
807 Vid28 torso 83 41.4 41.9 88.7041481 123.007704 105.855926 0.3866463 -3.03 -0.1232499 5.00 patient M T therapist
808 Vid28 torso 84 41.9 42.4 128.5509259 248.204222 188.377574 0.5552850 -0.70 -0.2658092 4.33 patient M T therapist
809 Vid28 torso 88 43.9 44.4 176.1631481 99.527926 137.845537 -0.0026625 -5.00 -0.3986550 3.73 therapist M T patient
810 Vid28 torso 89 44.4 44.9 147.1507778 180.404000 163.777389 0.2669501 -0.93 -0.3909993 -3.60 patient M T therapist
811 Vid28 torso 91 45.4 45.9 109.1270370 128.830296 118.978667 0.1922264 5.00 -0.2866617 -5.00 patient M T therapist
812 Vid28 legs 1 0.4 0.9 22.9185556 5.785556 14.352056 0.2002676 -2.67 -0.1852763 4.73 patient M T patient
813 Vid28 legs 7 3.4 3.9 62.5507407 9.776407 36.163574 0.3899253 -5.00 -0.2039502 4.30 patient M T patient
814 Vid28 legs 8 3.9 4.4 31.4217778 3.659852 17.540815 0.3256864 -0.37 -0.1802788 1.13 patient M T patient
815 Vid28 legs 9 4.4 4.9 26.2077407 4.954630 15.581185 0.5025170 -1.47 -0.0521414 4.60 patient M T patient
816 Vid28 legs 15 7.4 7.9 84.6885556 60.161333 72.424944 0.1956295 -5.00 -0.4553339 -0.13 patient M T patient
817 Vid28 legs 17 8.4 8.9 4.9261852 117.860778 61.393482 0.0973044 1.20 -0.4468503 -4.30 patient M T therapist
818 Vid28 legs 26 12.9 13.4 61.9184074 126.371111 94.144759 0.3304957 3.57 -0.3089065 -5.00 therapist M T therapist
819 Vid28 legs 30 14.9 15.4 49.9910000 36.690852 43.340926 0.1028356 -3.33 -0.2544730 0.23 therapist M T patient
820 Vid28 legs 31 15.4 15.9 38.7240741 14.772926 26.748500 0.2455138 3.60 -0.1535657 1.50 therapist M T patient
821 Vid28 legs 32 15.9 16.4 22.3800000 9.584556 15.982278 0.1869216 -2.57 -0.1824447 4.67 patient M T patient
822 Vid28 legs 34 16.9 17.4 8.7153333 18.165519 13.440426 0.0329878 5.00 -0.5462209 -1.13 patient M T therapist
823 Vid28 legs 35 17.4 17.9 3.0612222 74.279704 38.670463 0.4070303 0.93 0.0223388 -2.60 therapist M T therapist
824 Vid28 legs 37 18.4 18.9 11.7739259 11.496259 11.635093 0.0521455 0.63 -0.1258064 -1.90 patient M T -
825 Vid28 legs 39 19.4 19.9 7.5513333 4.390407 5.970870 0.2269754 5.00 -0.3922493 -3.03 patient M T patient
826 Vid28 legs 44 21.9 22.4 67.4697778 18.324889 42.897333 0.1841744 4.97 -0.4336982 -0.93 patient M T patient
827 Vid28 legs 46 22.9 23.4 30.8951481 4.047444 17.471296 0.0197560 5.00 -0.5638643 0.53 therapist M T patient
828 Vid28 legs 48 23.9 24.4 67.5387037 17.154259 42.346482 0.3362171 1.10 -0.0986322 -5.00 therapist M T patient
829 Vid28 legs 49 24.4 24.9 28.5840000 62.234593 45.409296 0.5611799 0.70 -0.1983853 4.80 therapist M T therapist
830 Vid28 legs 78 38.9 39.4 61.9036296 8.436704 35.170167 0.4696132 -1.33 -0.1524075 -5.00 patient M T patient
831 Vid28 legs 83 41.4 41.9 52.6111111 9.031444 30.821278 0.4153535 2.30 -0.1178675 -5.00 therapist M T patient
832 Vid28 legs 84 41.9 42.4 13.9009630 16.518852 15.209907 0.4510004 -0.57 -0.1895065 -4.93 patient M T therapist
833 Vid28 legs 85 42.4 42.9 27.4787037 8.844778 18.161741 -0.1476220 5.00 -0.5777941 1.40 therapist M T patient
834 Vid28 legs 86 42.9 43.4 27.4958889 9.542148 18.519019 0.4080091 1.73 -0.1829507 -3.27 therapist M T patient
835 Vid28 legs 89 44.4 44.9 59.8609259 12.667333 36.264130 0.4688016 -1.33 -0.2934240 -4.67 patient M T patient
836 Vid28 legs 90 44.9 45.4 39.0998519 5.144704 22.122278 -0.0259075 3.90 -0.3489453 -5.00 patient M T patient
837 Vid28 legs 92 45.9 46.4 27.9575185 6.117407 17.037463 0.3840571 -3.13 -0.2620874 4.63 patient M T patient
838 Vid29 head 3 1.8 2.3 59.5818519 13.487778 36.534815 0.1910416 -4.53 -0.4317531 1.77 therapist M T patient
839 Vid29 head 15 7.8 8.3 59.4688519 26.821407 43.145130 0.6020482 -0.33 0.0806876 5.00 patient M T patient
840 Vid29 head 20 10.3 10.8 75.3807407 21.959259 48.670000 -0.4132305 5.00 -0.7893622 -0.57 patient M T patient
841 Vid29 head 27 13.8 14.3 53.5768889 41.385111 47.481000 0.2194616 2.40 -0.2758011 -5.00 patient M T patient
842 Vid29 head 29 14.8 15.3 47.6297407 35.504333 41.567037 0.4457853 -5.00 -0.5192066 5.00 therapist M T patient
843 Vid29 head 32 16.3 16.8 260.3641111 16.959778 138.661944 0.1039033 3.47 -0.4346203 -2.57 patient M T patient
844 Vid29 head 33 16.8 17.3 420.9417037 26.139926 223.540815 0.1715330 -1.90 -0.4406760 2.63 therapist M T patient
845 Vid29 head 35 17.8 18.3 244.3180000 33.961111 139.139556 0.2089886 -0.43 -0.2473217 1.53 therapist M T patient
846 Vid29 head 39 19.8 20.3 115.8342593 63.690963 89.762611 0.2412254 1.10 -0.3166797 -4.40 patient M T patient
847 Vid29 head 44 22.3 22.8 134.2650000 52.050926 93.157963 -0.1150728 3.43 -0.4219337 -2.17 patient M T patient
848 Vid29 head 45 22.8 23.3 54.4157778 21.764000 38.089889 0.0804447 -4.73 -0.5040150 2.53 therapist M T patient
849 Vid29 head 46 23.3 23.8 58.8053333 60.884185 59.844759 0.2017119 -0.90 -0.2827372 2.53 therapist M T -
850 Vid29 head 51 25.8 26.3 156.3282222 25.486852 90.907537 0.2392179 -5.00 -0.4499577 -0.37 patient M T patient
851 Vid29 head 60 30.3 30.8 43.1232593 43.847111 43.485185 0.4274471 -3.93 -0.2551202 3.73 patient M T -
852 Vid29 head 63 31.8 32.3 157.3580741 77.873407 117.615741 0.1988857 -2.27 -0.4848427 0.27 therapist M T patient
853 Vid29 head 72 36.3 36.8 104.9251111 16.468630 60.696870 0.0442919 2.77 -0.4511196 -3.33 patient M T patient
854 Vid29 head 78 39.3 39.8 155.2562593 28.116704 91.686481 -0.3136812 -3.57 -0.5694293 -1.43 patient M T patient
855 Vid29 head 79 39.8 40.3 41.6192222 120.426222 81.022722 0.3312675 5.00 -0.1433118 1.37 therapist M T therapist
856 Vid29 torso 1 0.8 1.3 165.3228148 91.392185 128.357500 -0.2300256 -4.43 -0.5403401 0.83 therapist M T patient
857 Vid29 torso 14 7.3 7.8 284.3814074 298.538667 291.460037 -0.1740524 3.13 -0.5299663 -2.83 patient M T -
858 Vid29 torso 15 7.8 8.3 282.7261852 74.216111 178.471148 0.2292020 5.00 -0.2837741 -4.63 patient M T patient
859 Vid29 torso 27 13.8 14.3 397.4155556 47.443630 222.429593 0.3013287 -3.30 -0.4103537 4.70 therapist M T patient
860 Vid29 torso 33 16.8 17.3 334.0586296 96.164630 215.111630 0.4259655 -1.63 -0.2448773 2.50 patient M T patient
861 Vid29 torso 34 17.3 17.8 396.7085185 38.872815 217.790667 0.0676643 -1.67 -0.5467112 2.53 therapist M T patient
862 Vid29 torso 35 17.8 18.3 354.8410741 51.000370 202.920722 0.3754991 0.43 0.0299817 -5.00 therapist M T patient
863 Vid29 torso 39 19.8 20.3 667.0586667 193.453963 430.256315 0.2987660 4.53 -0.5149629 -5.00 patient M T patient
864 Vid29 torso 44 22.3 22.8 419.1382222 174.275444 296.706833 0.2718116 3.00 -0.3263998 -3.83 patient M T patient
865 Vid29 torso 46 23.3 23.8 278.0824444 318.188630 298.135537 -0.1854895 -3.07 -0.4844529 0.20 therapist M T therapist
866 Vid29 torso 51 25.8 26.3 529.5191852 39.613593 284.566389 0.2353403 5.00 -0.2302195 -5.00 therapist M T patient
867 Vid29 torso 63 31.8 32.3 193.5498148 258.398963 225.974389 -0.0644875 -1.43 -0.5418395 -3.50 patient M T therapist
868 Vid29 torso 65 32.8 33.3 531.1755926 42.182815 286.679204 0.0721129 -4.63 -0.1846273 -2.63 patient M T patient
869 Vid29 torso 76 38.3 38.8 317.7614815 244.739963 281.250722 0.2113922 5.00 -0.4318620 -5.00 patient M T patient
870 Vid29 torso 78 39.3 39.8 430.2787407 209.211185 319.744963 -0.4400976 -5.00 -0.7605584 -0.33 patient M T patient
871 Vid29 torso 81 40.8 41.3 175.8366667 195.781074 185.808870 0.2907019 -3.93 -0.3207417 0.50 therapist M T therapist
872 Vid29 legs 1 0.8 1.3 22.5658519 49.786296 36.176074 -0.0065542 -5.00 -0.5723024 0.53 therapist M T therapist
873 Vid29 legs 14 7.3 7.8 7.2526667 55.325704 31.289185 0.3212738 3.20 -0.3084541 -4.17 therapist M T therapist
874 Vid29 legs 15 7.8 8.3 13.3691111 34.378630 23.873870 0.1603497 -4.43 -0.3543145 2.10 therapist M T therapist
875 Vid29 legs 34 17.3 17.8 5.4080000 40.650222 23.029111 0.2089403 4.60 -0.5318993 -5.00 patient M T therapist
876 Vid29 legs 39 19.8 20.3 32.7535185 24.108815 28.431167 0.3813939 4.87 -0.3131684 -5.00 therapist M T patient
877 Vid29 legs 44 22.3 22.8 96.7797407 95.706593 96.243167 -0.0448950 -0.80 -0.3513054 5.00 therapist M T -
878 Vid29 legs 46 23.3 23.8 65.6130000 170.130296 117.871648 -0.2165746 -3.27 -0.4673382 -0.97 patient M T therapist
879 Vid29 legs 47 23.8 24.3 15.5549630 37.553222 26.554093 0.2868057 3.57 -0.0924668 -3.87 therapist M T therapist
880 Vid29 legs 51 25.8 26.3 51.9376296 54.415074 53.176352 0.2635533 -2.97 -0.2109783 -0.73 patient M T -
881 Vid29 legs 54 27.3 27.8 17.4796667 25.924519 21.702093 -0.0509242 2.17 -0.4108478 -4.10 patient M T therapist
882 Vid29 legs 60 30.3 30.8 5.6544444 52.289407 28.971926 0.5805813 -3.20 -0.2641179 2.53 patient M T therapist
883 Vid29 legs 65 32.8 33.3 15.8391481 21.455926 18.647537 0.2800966 -4.57 -0.2859218 3.17 therapist M T therapist
884 Vid29 legs 76 38.3 38.8 5.8497778 19.835482 12.842630 -0.0166262 4.50 -0.3303344 -0.40 patient M T therapist

The functions comparativa_visual and corr_cruzadas can be used here for the segments registered in lista_mov_altos for visualization.

We illustrate this, with the ten segments with highest max correlation, and the ten segments with larger movements.

First, for the top correlations:

Segments with higher correlation
id video zone num_period start end mov_patient mov_therapist mov_medio spearman_max lag_spearman_max spearman_min lag_spearman_min lidera sex type se_mueve_mas
509 Vid23 head 81 40.2 40.7 94.12644 444.73063 269.42854 0.8515147 0.23 -0.3461801 -5.00 therapist M T therapist
505 Vid23 head 61 30.2 30.7 144.85274 706.94926 425.90100 0.7940135 0.20 0.0794257 -5.00 therapist M T therapist
77 Vid12 legs 37 18.2 18.6 24.29307 137.46667 80.87987 0.7838769 0.67 0.1411525 -5.00 therapist M T therapist
506 Vid23 head 67 33.2 33.7 55.95467 478.36833 267.16150 0.7472404 -2.83 0.2011471 5.00 patient M T therapist
503 Vid23 head 55 27.2 27.7 113.70719 801.72048 457.71383 0.7269048 0.17 -0.2850257 -1.73 therapist M T therapist
307 Vid18 legs 33 16.2 16.7 53.61600 1764.35248 908.98424 0.7234917 1.07 -0.0210629 -5.00 therapist H C therapist
584 Vid24 legs 31 15.1 15.6 238.66341 50.37037 144.51689 0.7017951 0.87 -0.1044069 -5.00 therapist M T patient
369 Vid19 legs 67 33.2 33.6 88.35000 313.40737 200.87869 0.6786655 3.87 -0.2057345 -5.00 therapist H T therapist
424 Vid20 legs 64 31.6 32.1 44.53685 869.81530 457.17607 0.6785646 3.03 -0.1680119 -5.00 therapist M T therapist
724 Vid27 torso 14 7.3 7.8 72.73563 304.65433 188.69498 0.6779498 0.97 -0.0971246 -5.00 therapist H T therapist

And now for the segments with larger movement:

Segments with larger movement
id video zone num_period start end mov_patient mov_therapist mov_medio spearman_max lag_spearman_max spearman_min lag_spearman_min lidera sex type se_mueve_mas
509 Vid23 head 81 40.2 40.7 94.12644 444.73063 269.42854 0.8515147 0.23 -0.3461801 -5.00 therapist M T therapist
505 Vid23 head 61 30.2 30.7 144.85274 706.94926 425.90100 0.7940135 0.20 0.0794257 -5.00 therapist M T therapist
77 Vid12 legs 37 18.2 18.6 24.29307 137.46667 80.87987 0.7838769 0.67 0.1411525 -5.00 therapist M T therapist
506 Vid23 head 67 33.2 33.7 55.95467 478.36833 267.16150 0.7472404 -2.83 0.2011471 5.00 patient M T therapist
503 Vid23 head 55 27.2 27.7 113.70719 801.72048 457.71383 0.7269048 0.17 -0.2850257 -1.73 therapist M T therapist
307 Vid18 legs 33 16.2 16.7 53.61600 1764.35248 908.98424 0.7234917 1.07 -0.0210629 -5.00 therapist H C therapist
584 Vid24 legs 31 15.1 15.6 238.66341 50.37037 144.51689 0.7017951 0.87 -0.1044069 -5.00 therapist M T patient
369 Vid19 legs 67 33.2 33.6 88.35000 313.40737 200.87869 0.6786655 3.87 -0.2057345 -5.00 therapist H T therapist
424 Vid20 legs 64 31.6 32.1 44.53685 869.81530 457.17607 0.6785646 3.03 -0.1680119 -5.00 therapist M T therapist
724 Vid27 torso 14 7.3 7.8 72.73563 304.65433 188.69498 0.6779498 0.97 -0.0971246 -5.00 therapist H T therapist

write.csv(selected_lapses,“selected_lapses.csv”,row.names = FALSE) write.csv(lista_mov_altos,“lista_mov_altos.csv”,row.names = FALSE)